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Remote Sensing publishes Special Issues to create collections of papers on specific topics, with the aim of building a community of authors and readers to discuss the latest research and develop new ideas and research directions. Special Issues are led by Guest Editors, who are experts on the topic and all Special Issue submissions follow MDPI's standard editorial process. The journal’s Editor-in-Chief and/or designated Editorial Board Member will oversee Guest Editor appointments and Special Issue proposals, checking their content for relevance and ensuring the suitability of the material for the journal. The papers published in a Special Issue will be collected and displayed on a dedicated page of the journal’s website. Further information on MDPI's Special Issue policies and Guest Editor responsibilities can be found here. For any inquiries related to a Special Issue, please contact the Editorial Office.

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Advancements in AI-Based Remote Sensing Object Detection
edited by and Daniele Pannone
submission deadline 15 Aug 2025 | 3 articles | Viewed by 3928 | Submission Open
Keywords: deep learning; image recognition; change detection; object detection; tracking; monitoring; new sensors; algorithms; applications
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Remote Sensing for Regional Soil Moisture Monitoring submission deadline 15 Aug 2025 | 3 articles | Viewed by 3413 | Submission Open
Keywords: remote sensing; soil moisture; water resources management; regional scale; hydrological processes; data integration and interpretation; multi-sensor remote sensing observations
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Monitoring and Modelling of Geological Disasters Based on InSAR Observations: 3rd Edition
edited by , , and Bin Zhang
submission deadline 15 Aug 2025 | 3 articles | Viewed by 2495 | Submission Open
Keywords: InSAR; geological disaster; disaster monitoring; disaster modeling and interpretation
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Advanced Satellite Earth Observing Technologies for Weather and Climate Resilience
edited by , , , and Longjiang Li
submission deadline 15 Aug 2025 | 1 articles | Viewed by 2434 | Submission Open
Keywords: satellite Earth observations; GNSS atmospheric monitoring; International GNSS Service data and products; severe weather forecasting; climate risks assessment; environmental monitoring; numerical weather prediction model; artificial intelligence (AI)-empowered climate model; GNSS tropospheric tomography; miscellaneous advanced methodologies and applications
(This special issue belongs to the Section Atmospheric Remote Sensing)
Quantitative Remote Sensing for Vegetation Phenology and Regional Landscape Patterns
edited by Ke Huang, , Ning Chen and Xiaowei Tong
submission deadline 15 Aug 2025 | 2 articles | Viewed by 2434 | Submission Open
Keywords: remote sensing; vegetation dynamic; climate change; landscape pattern; cross-scale; vegetation phenology applications
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advances in Pedestrian Positioning and Navigation Based on Ultra-Wideband Technology submission deadline 15 Aug 2025 | 1 articles | Viewed by 1952 | Submission Open
Keywords: ultra-wideband (UWB); android; smartphone; indoor positioning and tracking; multisensor integration and fusion; PNT; GNSS; cooperative positioning; seamless navigation; ubiquitous positioning
(This special issue belongs to the Section Environmental Remote Sensing)
New Insights from Wind Remote Sensing
edited by Stefano Letizia, Peter Brugger, Matteo Puccioni and Sonia Wharton
submission deadline 15 Aug 2025 | 1 articles | Viewed by 1484 | Submission Open
Keywords: wind lidars; wind radars; satellite imaging of wind fields; virtual remote sensing; uncertainty quantification of remote sensing; wind resource assessment; thermodynamic profiling for wind energy
(This special issue belongs to the Section Atmospheric Remote Sensing)
Crop Biophysical Parameters Retrieval Using Remote Sensing Data (Second Edition) submission deadline 15 Aug 2025 | 1 articles | Viewed by 1187 | Submission Open
Keywords: crop biophysical parameters; optical remote sensing; active remote sensing; multisource data integration; radiative transfer model; deep learning
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
3D Reconstruction in Cultural Heritage Conservation Through Range-Based and Image-Based Techniques submission deadline 15 Aug 2025 | 1 articles | Viewed by 1160 | Submission Open
Keywords: range and imaged-based techniques; three-dimensional (3D) datasets; 3D modelling; BIM; FEM; digital twin; cultural heritage; G.I.S.; big data
(This special issue belongs to the Section Urban Remote Sensing)
Deep Learning for Multi-Source Remote Sensing Image Interpretation: Exploring, Rethinking, and Limiting Breakthroughs
edited by , Xueyao Hu, Yang Li, and
submission deadline 15 Aug 2025 | Viewed by 307 | Submission Open
Keywords: multi-source remote sensing image processing; remote sensing image generation; multimodal remote sensing image interpretation model; target characteristic analysis; radar signal processing; new task dataset and benchmark for remote sensing image interpretation
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing Applications in Natural Hazards and Sustainable Development
edited by , Bo Yu and
submission deadline 15 Aug 2025 | Viewed by 232 | Submission Open
Keywords: natural hazards; risk; sustainable development goals; resilience; flood; earthquake; geology; landslide; ecology; fire; sustainably
(This special issue belongs to the Section Environmental Remote Sensing)
Using Atmospheric Components as Tracers for Optical Remote Sensing in Different Height Regions
edited by Guotao Yang and Zelong Wang
submission deadline 15 Aug 2025 | Viewed by 90 | Submission Open
Keywords: optical remote sensing; lidar; airglow; metal layer; atmosphere detection
(This special issue belongs to the Section Atmospheric Remote Sensing)
Machine Learning at the Object: Fine-Grained Extraction and Analysis in Remote Sensing
edited by , Zhong Xie, Sheng Hu and
submission deadline 20 Aug 2025 | 2 articles | Viewed by 2975 | Submission Open
Keywords: deep learning; machine learning; remote sensing applications; classification; segmentation; remote sensing interpretation; pattern recognition; height extraction; object detection; land use and land cover; vision transformer model; multi-source remote sensing data
(This special issue belongs to the Section Remote Sensing Image Processing)
New Image Processing Theories and Methods in Hyperspectral Remote Sensing
edited by , Meng Xu, and
submission deadline 20 Aug 2025 | 1 articles | Viewed by 1329 | Submission Open
Keywords: rectification; denoising; restoration; and enhancement; feature selection and extraction; super-resolution; clustering; unmixing; and image fusion; classification; target detection; change detection; segmentation; and scene recognition; deep learning algorithms designed for hyperspectral remote sensing image processing; application of hyperspectral remote sensing image processing results; opportunities and challenges in hyperspectral remote sensing image processing
(This special issue belongs to the Section Remote Sensing Image Processing)
Advances in Remote Sensing and AI for Monitoring and Mitigating Land Subsidence and Secondary Geohazards
edited by Jing Wang, , and Xiwei Fan
submission deadline 20 Aug 2025 | Viewed by 296 | Submission Open
Keywords: land subsidence; InSAR; GNSS deformation monitoring; 3D deformation analysis; machine learning/deep learning; subsidence modeling; GPS optical image urban monitoring
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
Selected Papers from the XXI Brazilian Remote Sensing Symposium—SBSR 2025 submission deadline 20 Aug 2025 | Viewed by 178 | Submission Open
Keywords: urban area; agriculture; forestry; land use and land cover; geoinformatics; radar; lidar; hyperspectral; time series; water
(This special issue belongs to the Section Environmental Remote Sensing)
Cutting-Edge PolSAR Imaging Applications and Techniques
edited by Dapeng Tao, , , and
submission deadline 25 Aug 2025 | Viewed by 53 | Submission Open
Keywords: multitemporal SAR/PolSAR; polarimetric target decomposition; change detection; PolInSAR; deep learning for PolSAR image; land coverage mapping and classification
(This special issue belongs to the Section Earth Observation Data)
Space-Photogrammetry for High-Precision Measurement by Multi-Sensor Data Fusion
edited by Rujin Zhao, and
submission deadline 28 Aug 2025 | 2 articles | Viewed by 1676 | Submission Open
Keywords: space target; high-precision measurement; remote sensing; information fusion; space photogrammetry; spectral measurement
LiDAR Technology for Autonomous Navigation and Mapping submission deadline 28 Aug 2025 | Viewed by 213 | Submission Open
Keywords: LiDAR odometry; simultaneous localization and mapping; obstacle detection and avoidance; 3D mapping; multi-sensor fusion; autonomous vehicles
(This special issue belongs to the Section Engineering Remote Sensing)
Forest Disturbance Monitoring with Optical Satellite Imagery
edited by Antoine Masse and
submission deadline 28 Aug 2025 | Viewed by 137 | Submission Open
Keywords: forest disturbance; optical remote sensing; forest degradation; forest monitoring multi-source data fusion; data calibration and validation
(This special issue belongs to the Section Forest Remote Sensing)
Advances in High-Resolution Crop Mapping at Large Spatial Scales
edited by and Pengliang Wei
submission deadline 28 Aug 2025 | Viewed by 77 | Submission Open
Keywords: high-resolution crop mapping; remote sensing for agriculture; large-scale crop monitoring; multi-source satellite data; crop classification; machine learning in agriculture; temporal dynamics of crops; agricultural change detection; precision agriculture; remote sensing applications in food security
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Local-Scale Remote Sensing for Biodiversity, Ecology and Conservation submission deadline 29 Aug 2025 | 5 articles | Viewed by 12275 | Submission Open
Keywords: biodiversity; ecology; local scale; remote sensing; conservation; restoration; laser scanning; satellite sensors; drones
(This special issue belongs to the Section Environmental Remote Sensing)
Challenges and New Advances for Human-Climate Interactions in Cities Using Remote Sensing
edited by and
submission deadline 29 Aug 2025 | 3 articles | Viewed by 10242 | Submission Open
Keywords: Thermal environment; Urban growth; Local climate zone; Urban systems design; Urban carbon management; Disaster resilience; Land cover mapping; Image fusion; Machine learning
(This special issue belongs to the Section Urban Remote Sensing)
Applications of SAR for Environment Observation Analysis submission deadline 29 Aug 2025 | 4 articles | Viewed by 7898 | Submission Open
Keywords: synthetic aperture radar; earth observation; machine (deep) learning; image processing; statistical signal processing; environmental monitoring; radar polarimetry; radar interferometry; multivariate statistical analysis; big data analysis
(This special issue belongs to the Section Environmental Remote Sensing)
Machine Learning for Spatiotemporal Remote Sensing Data (2nd Edition) submission deadline 29 Aug 2025 | 5 articles | Viewed by 3469 | Submission Open
Keywords: spatiotemporal modeling; spatiotemporal dependency; spatiotemporal prediction; spatiotemporal fusion; forecast; machine learning; deep learning; regression; classification; remote sensing; forecast
(This special issue belongs to the Section Environmental Remote Sensing)
Coastal and Marine Monitoring and Restoration Mapping Using UAS and Remote Sensing Systems
edited by , and Matthew Brolly
submission deadline 29 Aug 2025 | 2 articles | Viewed by 1836 | Submission Open
Keywords: UAVs; remote sensing; blue carbon; coastal vegetated systems; saltmarsh; seagrass; kelp; marine mammals; birds
(This special issue belongs to the Section Ocean Remote Sensing)
Remote Sensing for Soil Properties and Plant Ecosystems
edited by
submission deadline 29 Aug 2025 | Viewed by 696 | Submission Open
Keywords: soil properties; plant ecosystems; soil spectroscopy; soil monitoring; soil mapping; deep learning; multisensoral analysis; soil moisture; plant stress detection
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Electromagnetic Modeling of Geophysical Prospecting in Remote Sensing
edited by , and Hongzhu Cai
submission deadline 29 Aug 2025 | 1 articles | Viewed by 539 | Submission Open
Keywords: electromagnetic modeling; geophysical prospecting; remote sensing; machine learning in geophysics; electromagnetic wave propagation; subsurface exploration; mineral exploration; groundwater detection; environmental monitoring; inversion methods; data integration; computational geophysics
(This special issue belongs to the Section Engineering Remote Sensing)
Digital Twins of the Earth: Contribution to a More Sustainable Society submission deadline 29 Aug 2025 | Viewed by 396 | Submission Open
Keywords: digital twin; earth observation; sustainability; cyber-physical world (virtual worlds); Web 4.0 (intelligent web); AI
(This special issue belongs to the Section AI Remote Sensing)
Remote Sensing for Hydrological Management submission deadline 29 Aug 2025 | Viewed by 357 | Submission Open
Keywords: remote sensing; hydrological monitoring; hydrological extremes; hydrological models; soil moisture; water quality; water management
(This special issue belongs to the Section Environmental Remote Sensing)
Advanced Image Processing Algorithms for Object Detection and Tracking in Aerial and Satellite Imagery
edited by , , Junpeng Zhang and
submission deadline 29 Aug 2025 | Viewed by 194 | Submission Open
Keywords: remote sensing; deep learning; object detection; object tracking; cross-modal representation learning; hyperspectral videos
(This special issue belongs to the Section Remote Sensing Image Processing)
Application of Remote Sensing in Snow and Ice Monitoring
edited by Qian Yang, , Yanli Zhang and Yuwen Pang
submission deadline 29 Aug 2025 | Viewed by 159 | Submission Open
Keywords: snow cover; lake ice; ice dynamics; sea ice; climate change; multi-sensor and multi-source data; change detection; remote sensing applications; resources assessment
(This special issue belongs to the Section Remote Sensing in Geology, Geomorphology and Hydrology)
SAR Target Detection and Recognition with Intelligent Methods and Its Applications
edited by Zongyong Cui, Sihang Dang, and Zongjie Cao
submission deadline 29 Aug 2025 | Viewed by 141 | Submission Open
Keywords: synthetic aperture radar; SAR target detection; SAR target recognition; artificial intelligence; small sample; SAR image interpretation
(This special issue belongs to the Section AI Remote Sensing)
Advances of Optics Imaging Technologies for Environmental Remote Sensing
edited by and Xin Tan
submission deadline 29 Aug 2025 | Viewed by 124 | Submission Open
Keywords: spectral imaging; lidar; miniaturized optical sensor; multi-sensor integration; disaster response (wildfire; flood); pollution monitoring; AI-driven environmental analytics
(This special issue belongs to the Section Environmental Remote Sensing)
GNSS and Multi-Sensor Integrated Precise Positioning and Applications
edited by , , Peiyuan Zhou and
submission deadline 29 Aug 2025 | Viewed by 117 | Submission Open
Keywords: GNSS; multi-sensors integration; integration algorithms; cooperative positioning; challenging environments; precise positioning; robust positioning
(This special issue belongs to the Section Engineering Remote Sensing)
Advancements in Deep Learning for Remote Sensing: Exploring Planetary and Earth Observation Applications submission deadline 29 Aug 2025 | Viewed by 110 | Submission Open
Keywords: deep learning; earth observation; planetary science; feature detection; mapping; super-resolution; classification
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
Deep Learning for Spectral-Spatial Hyperspectral Image Classification (2nd Edition)
edited by , , , Jie Yang and Xin Huang
submission deadline 29 Aug 2025 | Viewed by 100 | Submission Open
Keywords: deep learning; hyperspectral imaging; spectral– spatial classification; domain adaption; attention mechanisms
(This special issue belongs to the Section AI Remote Sensing)
Intelligent Remote Sensing Information Extraction
edited by and
submission deadline 29 Aug 2025 | Viewed by 92 | Submission Open
Keywords: remote sensing; information extraction; deep learning; artificial intelligence; feature extraction; image segmentation
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing in Soil Organic Carbon Dynamics
edited by Xiangtian Meng, and
submission deadline 29 Aug 2025 | Viewed by 87 | Submission Open
Keywords: soil organic carbon; remote sensing; multi-source data; spatiotemporal dynamics; deep learning model; driver analysis
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Artificial Intelligence-Based Remote Sensing for Crop Information Extraction and Status Monitoring submission deadline 29 Aug 2025 | Viewed by 83 | Submission Open
Keywords: crop growth and vigour monitoring; crop phenology; crop diseases and pests; drought stress; machine learning; artificial intelligence; image processing; crop classification; yield prediction
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Explainable Artificial Intelligence (XAI) in Radar Imaging: Recent Advances and Future Directions submission deadline 30 Aug 2025 | 1 articles | Viewed by 2495 | Submission Open
Keywords: explainable artificial intelligence (XAI); imaging radar; synthetic aperture radar; deep learning; classification; feature extraction; change detection; automatic target recognition (ATR); object detection; convolutional neural networks
(This special issue belongs to the Section AI Remote Sensing)
Smart Monitoring of Urban Environment Using Remote Sensing submission deadline 30 Aug 2025 | Viewed by 937 | Submission Open
Keywords: smart monitoring; future predictions; scenario simulations; land use change; climate impacts; agriculture in urban areas; urban forestry; hydrology in urban areas; landscape sustainability; urban climate; quality of life; public health; ecosystem services
(This special issue belongs to the Section Urban Remote Sensing)
Towards High-Precision 3D Reconstruction and Modelling from Multi-Sensor Geospatial Data submission deadline 30 Aug 2025 | 1 articles | Viewed by 423 | Submission Open
Keywords: data acquisition techniques; sensor calibration; multi-sensor integration; data integration and fusion; 3D geospatial data processing; 3D reconstruction; 3D modeling; point cloud analysis; surface reconstruction; AI/ML; semantic modeling; 3D geospatial modeling; change detection; topographic mapping; quantitative analyses and comparisons; accuracy assessment
(This special issue belongs to the Section Urban Remote Sensing)
Remote Sensing of Mountain and Plateau Vegetation (Second Edition) submission deadline 30 Aug 2025 | 1 articles | Viewed by 415 | Submission Open
Keywords: remote sensing of vegetation; vegetation productivity; carbon cycle; mountain and plateau regions; alpine vegetation; remote sensing algorithm; vegetation types; elevation gradient; remote sensing in hydrology
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
Advances in Deep Learning Change Detection Based on High-Resolution Remote Sensing Imagery
edited by , , Yuxing Chen and Zhi Zheng
submission deadline 30 Aug 2025 | Viewed by 171 | Submission Open
Keywords: high-resolution remote sensing imagery; change detection; deep learning; foundation model; vision-language model; label-efficient learning; domain adaptation; zero-shot learning
(This special issue belongs to the Section Remote Sensing Image Processing)
Remote Sensing and Time-Series Analysis to Track Ecosystem Transitions
edited by Carolina Acuña-Alonso and
submission deadline 30 Aug 2025 | Viewed by 137 | Submission Open
Keywords: remote sensing; ecosystem transitions; time-series analysis; machine learning; ecological connectivity; environmental degradation; ecological restoration; predictive models; LiDAR; UAVs
(This special issue belongs to the Section Biogeosciences Remote Sensing)
Crop Quantitative Monitoring with Remote Sensing II submission deadline 31 Aug 2025 | 5 articles | Viewed by 12940 | Submission Open
Keywords: quantitative remote sensing; time series analysis; crop growth models; data assimilation; machine learning; deep learning; climate change; crop parameter retrieval; crop growth monitoring; crop stress monitoring; crop disaster monitoring; crop phenology detection; crop type mapping; crop yield estimation or forecasting
(This special issue belongs to the Section Remote Sensing in Agriculture and Vegetation)
3D and Semantic Reconstruction of the Urban Environment Using Multi-Modal and Multi-Resolution Remote Sensing Data submission deadline 31 Aug 2025 | 4 articles | Viewed by 9151 | Submission Open
Keywords: machine learning/deep learning; data efficient learning (foundation model; transfer learning; self-supervised; semi-supervised; and weakly supervised learning); semantic/instance segmentation; object detection/tracking; and change detection; SCAN-to-BIM; data processing and feature extraction; point cloud registration; multisource data fusion; application of 3D point clouds and remote sensing images; spatial digital twins and smart cities
(This special issue belongs to the Section Urban Remote Sensing)
Intelligent Remote Sensing: AI-Powered Techniques for Enhanced Data Analysis and Interpretation
edited by , and Shou Feng
submission deadline 31 Aug 2025 | 6 articles | Viewed by 6236 | Submission Open
Keywords: remote sensing image processing; remote sensing semantic analysis; remote sensing applications; big data analysis; data fusion; artificial intelligence; machine learning; deep learning
(This special issue belongs to the Section AI Remote Sensing)
High-Resolution Observations of Planetary Geological and Geomorphic Investigation (Second Edition) submission deadline 31 Aug 2025 | 4 articles | Viewed by 5518 | Submission Open
Keywords: planetary geology; planetary geomorphology; planetary landforms; planetary surface processes; planetary composition; planetary geological mapping; high-resolution planetary imaging; shallow subsurface detection; space weathering
(This special issue belongs to the Section Satellite Missions for Earth and Planetary Exploration)
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